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Former-CEO Mark Papa set the precedence for the company's rapid growth that the current management continues to execute, Cramer said. EOG's operations in the Permian basin, Bakken formation and Eagle Ford shale are helping to maximize that growth.

While Pioneer Natural Resources (PXD) is a great company, too, "EOG is the best," Cramer concluded.